Media design decomposition into RGBA layers on Crello (test)
0.0321RGB L1 ErrorLiWi-Crello
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LiWi-Crello# Max Edits=52026.05 | 0.0321 | — | — | 93.08 | — | — | — | — | |
| LiWi-Crello# Max Edits=42026.05 | 0.0323 | — | — | 92.79 | — | — | — | — | |
| LiWi-Crello# Max Edits=32026.05 | 0.0331 | — | — | 92.5 | — | — | — | — | |
| LiWi-Crello# Max Edits=22026.05 | 0.0345 | — | — | 92.24 | — | — | — | — | |
| Qwen-Image-Layered# Max Edits=52026.05 | 0.0363 | — | — | 91.6 | — | — | — | — | |
| Qwen-Image-Layered# Max Edits=42026.05 | 0.0364 | — | — | 91.56 | — | — | — | — | |
| Qwen-Image-Layered# Max Edits=32026.05 | 0.0377 | — | — | 91.21 | — | — | — | — | |
| Qwen-Image-Layered# Max Edits=22026.05 | 0.0393 | — | — | 91.05 | — | — | — | — | |
| LayerD# Max Edits=52026.05 | 0.0396 | — | — | 86.5 | — | — | — | — | |
| LayerD# Max Edits=42026.05 | 0.0403 | — | — | 86.22 | — | — | — | — | |
| LayerD# Max Edits=32026.05 | 0.0419 | — | — | 85.64 | — | — | — | — | |
| LiWi-Crello# Max Edits=12026.05 | 0.0423 | — | — | 89.56 | — | — | — | — | |
| LayerD# Max Edits=22026.05 | 0.0457 | — | — | 84.35 | — | — | — | — | |
| Qwen-Image-Layered# Max Edits=12026.05 | 0.049 | — | — | 88.63 | — | — | — | — | |
| LiWi-Crello# Max Edits=02026.05 | 0.0512 | — | — | 88.23 | — | — | — | — | |
| LayerD# Max Edits=12026.05 | 0.0541 | — | — | 81.11 | — | — | — | — | |
| Qwen-Image-Layered# Max Edits=02026.05 | 0.0594 | — | — | 87.05 | — | — | — | — | |
| Stable-LayersLayers (L)=4, m=902026.05 | 0.066 | — | — | — | 0.0795 | 0.0678 | 0.0573 | 0.0594 | |
| LayerD# Max Edits=02026.05 | 0.0709 | — | — | 75.2 | — | — | — | — | |
| Qwen-Image-LayeredLayers (L)=4, m=902026.05 | 0.0712 | — | — | — | 0.0954 | 0.0848 | 0.059 | 0.0457 | |
| Stable-LayersLayers (L)=3, m=292026.05 | 0.0767 | — | — | — | 0.0502 | 0.0786 | 0.1012 | — | |
| Qwen-Image-LayeredLayers (L)=3, m=292026.05 | 0.0879 | — | — | — | 0.0734 | 0.0938 | 0.0965 | — | |
| Stable-LayersLayers (L)=2, m=32026.05 | 0.1635 | — | — | — | 0.2511 | 0.076 | — | — | |
| Qwen-Image-LayeredLayers (L)=2, m=32026.05 | 0.1706 | — | — | — | 0.2938 | 0.0473 | — | — | |
| LaDe# of layers=22026.03 | 3.41 | 32.65 | 3.21 | — | — | — | — | — | |
| LaDe# of layers=32026.03 | 4.06 | 31.37 | 3.16 | — | — | — | — | — | |
| Qwen-Image-Layered-I2L# of layers=2, finetuned=true2026.03 | 4.22 | 31.59 | 3.56 | — | — | — | — | — | |
| Qwen-Image-Layered-I2L# of layers=3, finetuned=true2026.03 | 4.4 | 30.99 | 3.4 | — | — | — | — | — | |
| Qwen-Image-Layered-I2L# of layers=4, finetuned=true2026.03 | 5.02 | 30.14 | 3.23 | — | — | — | — | — | |
| Qwen-Image-Layered-I2L# of layers=5, finetuned=true2026.03 | 5.12 | 29.49 | 3.07 | — | — | — | — | — | |
| LaDe# of layers=42026.03 | 5.67 | 29.94 | 3.25 | — | — | — | — | — | |
| LaDe# of layers=52026.03 | 7.38 | 28.42 | 3.25 | — | — | — | — | — |